[FieldTrip] Cluster-based permutation test with different sample sizes by channel
Soren Emmanuel Wainio-Theberge
swain083 at uottawa.ca
Thu May 23 19:29:57 CEST 2019
Hello all,
My name is Soren Wainio-Theberge, and I'm working in the Mind, Brain
Imaging and Neuroethics unit in Ottawa, Canada. I had a question about
using cluster-based permutation tests with my data. I'm working with a
large ECoG dataset, and I've grouped all the electrodes into regions
according to an atlas. I wanted to do a cluster-based permutation test on
the region-based results (since I have reason to suspect region-specific
effects, but don't want to go as far as specifying a priori ROIs). However,
since this is ECoG data each subject has only a subset of the full number
of regions represented, depending on their electrode placement. As such,
each region will have a different sample size. At the moment I'm only
clustering across channels, not across time or time-frequency.
My fix was to permute each channel separately, rather than all together,
which seems to work code-wise. My question is whether this a statistically
sound thing to do - is the cluster test sensitive to differences in sample
size for each region?
Best and thanks very much,
Soren Wainio-Theberge
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